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physics.app-ph2020
Image-driven discriminative and generative machine learning algorithms for establishing microstructure-processing relationships
Wufei Ma, Elizabeth Kautz, Arun Baskaran +4
We investigate methods of microstructure representation for the purpose of predicting processing condition from microstructure image data. A binary alloy (uranium-molybdenum) that…
physics.app-ph2019
An image-driven machine learning approach to kinetic modeling of a discontinuous precipitation reaction
Elizabeth Kautz, Wufei Ma, Saumyadeep Jana +4
Micrograph quantification is an essential component of several materials science studies. Machine learning methods, in particular convolutional neural networks, have previously dem…